Channel Aware Target Localization With Quantized Data in Wireless Sensor Networks

被引:82
作者
Ozdemir, Onur [1 ]
Niu, Ruixin [1 ]
Varshney, Pramod K. [1 ]
机构
[1] Syracuse Univ, Dept EECS, Syracuse, NY 13244 USA
关键词
Cramer-Rao lower bound; imperfect communication channels; target localization; wireless sensor networks (WSNs); FUSION; DECISIONS;
D O I
10.1109/TSP.2008.2009893
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a new maximum-likelihood (NIL) target localization approach which uses quantized sensor data as well as wireless channel statistics in a wireless sensor network. The novelty of our approach comes from the fact that statistics of imperfect wireless channels between sensors and the fusion center along with some physical layer design parameters are incorporated in the localization algorithm. We call this approach "channel-aware target localization." ML target location estimators are derived for different wireless channel models and receiver architectures. Furthermore, we derive the Cramer-Rao lower bounds (CRLBs) for our proposed channel-aware NIL location estimators. Simulation results are presented to show that the performance of the channel-aware NIL location estimators are quite close to their theoretical performance bounds even with relatively small number of sensors and their performance is superior compared to that of the channel-unaware NIL estimators.
引用
收藏
页码:1190 / 1202
页数:13
相关论文
共 25 条
  • [1] Biglieri E., 2007, MIMO Wireless Communications
  • [2] On the optimality of the likelihood-ratio test for local sensor decision rules in the presence of nonideal channels
    Chen, B
    Willett, PK
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2005, 51 (02) : 693 - 699
  • [3] Channel aware decision fusion in wireless sensor networks
    Chen, B
    Jiang, RX
    Kasetkasem, T
    Varshney, PK
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (12) : 3454 - 3458
  • [4] Channel-aware distributed detection in wireless sensor networks
    Chen, Biao
    Tong, Lang
    Varshney, Pramod K.
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2006, 23 (04) : 16 - 26
  • [5] Detection performance limits for distributed sensor networks in the presence of nonideal channels
    Cheng, Qi
    Chen, Biao
    Varshney, Pramod K.
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2006, 5 (11) : 3034 - 3038
  • [6] HU Y, 2003, EURASIP J APPL SIG P, P321
  • [7] Fusion of censored decisions in wireless sensor networks
    Jiang, RX
    Chen, B
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2005, 4 (06) : 2668 - 2673
  • [8] Kaplan LM, 2001, INT CONF ACOUST SPEE, P3001, DOI 10.1109/ICASSP.2001.940281
  • [9] KATENKA N, 2007, 452 U MICH DEP STAT
  • [10] KAY SM, 1991, FUNDAMENTALS STAT SI, V2